Let be i.i.d. r.vs with and . Then

Proof:

First we proove the following useful result

If and then

Note you can find the same lemma on Feller Vol.2 (p. 150) as

Using the result above

So

Now note that if

When , takes the initial value of , so

while when ,

Hence

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